Overview
Brought to you by YData
Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 11965 |
| Missing cells | 11094 |
| Missing cells (%) | 2.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.5 MiB |
| Average record size in memory | 924.4 B |
Variable types
| Categorical | 19 |
|---|---|
| Text | 2 |
| Numeric | 9 |
| Boolean | 2 |
Floor_No is highly overall correlated with floor_ratio | High correlation |
PTA_level is highly overall correlated with Public_Transport_Accessibility | High correlation |
Parking_Space is highly overall correlated with Parking_Space_bin | High correlation |
Parking_Space_bin is highly overall correlated with Parking_Space | High correlation |
Price_in_Lakhs is highly overall correlated with pps_rupees | High correlation |
Public_Transport_Accessibility is highly overall correlated with PTA_level | High correlation |
Security is highly overall correlated with Security_bin | High correlation |
Security_bin is highly overall correlated with Security | High correlation |
Size_in_SqFt is highly overall correlated with pps_rupees | High correlation |
amenities_count is highly overall correlated with amenity_clubhouse and 4 other fields | High correlation |
amenity_clubhouse is highly overall correlated with amenities_count | High correlation |
amenity_garden is highly overall correlated with amenities_count | High correlation |
amenity_gym is highly overall correlated with amenities_count | High correlation |
amenity_playground is highly overall correlated with amenities_count | High correlation |
amenity_pool is highly overall correlated with amenities_count | High correlation |
floor_ratio is highly overall correlated with Floor_No and 2 other fields | High correlation |
is_ground is highly overall correlated with floor_ratio | High correlation |
is_top is highly overall correlated with floor_ratio | High correlation |
pps_rupees is highly overall correlated with Price_in_Lakhs and 1 other fields | High correlation |
is_ground is highly imbalanced (78.9%) | Imbalance |
is_top is highly imbalanced (78.1%) | Imbalance |
Floor_No has 5547 (46.4%) missing values | Missing |
floor_ratio has 5547 (46.4%) missing values | Missing |
Floor_No has 399 (3.3%) zeros | Zeros |
floor_ratio has 399 (3.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-14 07:22:25.308927 |
|---|---|
| Analysis finished | 2025-08-14 07:22:43.050379 |
| Duration | 17.74 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 7.0406185 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ahmedabad |
|---|---|
| 2nd row | ahmedabad |
| 3rd row | ahmedabad |
| 4th row | ahmedabad |
| 5th row | ahmedabad |
Common Values
| Value | Count | Frequency (%) |
| ahmedabad | 6104 | |
| surat | 5861 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ahmedabad | 6104 | |
| surat | 5861 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 24173 | |
| d | 12208 | |
| h | 6104 | 7.2% |
| m | 6104 | 7.2% |
| e | 6104 | 7.2% |
| b | 6104 | 7.2% |
| s | 5861 | 7.0% |
| u | 5861 | 7.0% |
| r | 5861 | 7.0% |
| t | 5861 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 84241 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 24173 | |
| d | 12208 | |
| h | 6104 | 7.2% |
| m | 6104 | 7.2% |
| e | 6104 | 7.2% |
| b | 6104 | 7.2% |
| s | 5861 | 7.0% |
| u | 5861 | 7.0% |
| r | 5861 | 7.0% |
| t | 5861 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 84241 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 24173 | |
| d | 12208 | |
| h | 6104 | 7.2% |
| m | 6104 | 7.2% |
| e | 6104 | 7.2% |
| b | 6104 | 7.2% |
| s | 5861 | 7.0% |
| u | 5861 | 7.0% |
| r | 5861 | 7.0% |
| t | 5861 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 84241 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 24173 | |
| d | 12208 | |
| h | 6104 | 7.2% |
| m | 6104 | 7.2% |
| e | 6104 | 7.2% |
| b | 6104 | 7.2% |
| s | 5861 | 7.0% |
| u | 5861 | 7.0% |
| r | 5861 | 7.0% |
| t | 5861 | 7.0% |
Locality
Text
| Distinct | 500 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 11.784288 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | locality_164 |
|---|---|
| 2nd row | locality_494 |
| 3rd row | locality_330 |
| 4th row | locality_175 |
| 5th row | locality_221 |
| Value | Count | Frequency (%) |
| locality_382 | 44 | 0.4% |
| locality_22 | 37 | 0.3% |
| locality_240 | 36 | 0.3% |
| locality_60 | 36 | 0.3% |
| locality_256 | 35 | 0.3% |
| locality_418 | 35 | 0.3% |
| locality_81 | 35 | 0.3% |
| locality_213 | 35 | 0.3% |
| locality_266 | 34 | 0.3% |
| locality_217 | 34 | 0.3% |
| Other values (490) | 11604 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 23930 | |
| o | 11965 | |
| c | 11965 | |
| a | 11965 | |
| i | 11965 | |
| t | 11965 | |
| y | 11965 | |
| _ | 11965 | |
| 2 | 4901 | 3.5% |
| 3 | 4762 | 3.4% |
| Other values (8) | 23651 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 140999 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 23930 | |
| o | 11965 | |
| c | 11965 | |
| a | 11965 | |
| i | 11965 | |
| t | 11965 | |
| y | 11965 | |
| _ | 11965 | |
| 2 | 4901 | 3.5% |
| 3 | 4762 | 3.4% |
| Other values (8) | 23651 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 140999 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 23930 | |
| o | 11965 | |
| c | 11965 | |
| a | 11965 | |
| i | 11965 | |
| t | 11965 | |
| y | 11965 | |
| _ | 11965 | |
| 2 | 4901 | 3.5% |
| 3 | 4762 | 3.4% |
| Other values (8) | 23651 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 140999 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 23930 | |
| o | 11965 | |
| c | 11965 | |
| a | 11965 | |
| i | 11965 | |
| t | 11965 | |
| y | 11965 | |
| _ | 11965 | |
| 2 | 4901 | 3.5% |
| 3 | 4762 | 3.4% |
| Other values (8) | 23651 |
Property_Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| independent house | |
|---|---|
| villa | |
| apartment |
Length
| Max length | 17 |
|---|---|
| Median length | 9 |
| Mean length | 10.360301 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | independent house |
|---|---|
| 2nd row | apartment |
| 3rd row | independent house |
| 4th row | apartment |
| 5th row | apartment |
Common Values
| Value | Count | Frequency (%) |
| independent house | 4052 | |
| villa | 4035 | |
| apartment | 3878 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| independent | 4052 | |
| house | 4052 | |
| villa | 4035 | |
| apartment | 3878 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 20086 | |
| n | 16034 | |
| t | 11808 | |
| a | 11791 | |
| d | 8104 | 6.5% |
| i | 8087 | 6.5% |
| l | 8070 | 6.5% |
| p | 7930 | 6.4% |
| h | 4052 | 3.3% |
| 4052 | 3.3% | |
| Other values (6) | 23947 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123961 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 20086 | |
| n | 16034 | |
| t | 11808 | |
| a | 11791 | |
| d | 8104 | 6.5% |
| i | 8087 | 6.5% |
| l | 8070 | 6.5% |
| p | 7930 | 6.4% |
| h | 4052 | 3.3% |
| 4052 | 3.3% | |
| Other values (6) | 23947 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123961 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 20086 | |
| n | 16034 | |
| t | 11808 | |
| a | 11791 | |
| d | 8104 | 6.5% |
| i | 8087 | 6.5% |
| l | 8070 | 6.5% |
| p | 7930 | 6.4% |
| h | 4052 | 3.3% |
| 4052 | 3.3% | |
| Other values (6) | 23947 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123961 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 20086 | |
| n | 16034 | |
| t | 11808 | |
| a | 11791 | |
| d | 8104 | 6.5% |
| i | 8087 | 6.5% |
| l | 8070 | 6.5% |
| p | 7930 | 6.4% |
| h | 4052 | 3.3% |
| 4052 | 3.3% | |
| Other values (6) | 23947 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 4 |
| 3rd row | 5 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 5 | 2430 | |
| 1 | 2418 | |
| 3 | 2396 | |
| 4 | 2394 | |
| 2 | 2327 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 2430 | |
| 1 | 2418 | |
| 3 | 2396 | |
| 4 | 2394 | |
| 2 | 2327 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 2430 | |
| 1 | 2418 | |
| 3 | 2396 | |
| 4 | 2394 | |
| 2 | 2327 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 2430 | |
| 1 | 2418 | |
| 3 | 2396 | |
| 4 | 2394 | |
| 2 | 2327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 2430 | |
| 1 | 2418 | |
| 3 | 2396 | |
| 4 | 2394 | |
| 2 | 2327 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 2430 | |
| 1 | 2418 | |
| 3 | 2396 | |
| 4 | 2394 | |
| 2 | 2327 |
Size_in_SqFt
Real number (ℝ)
High correlation
| Distinct | 4134 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2776.0379 |
| Minimum | 570 |
|---|---|
| Maximum | 4952 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 570 |
|---|---|
| 5-th percentile | 812.2 |
| Q1 | 1670 |
| median | 2781 |
| Q3 | 3885 |
| 95-th percentile | 4740 |
| Maximum | 4952 |
| Range | 4382 |
| Interquartile range (IQR) | 2215 |
Descriptive statistics
| Standard deviation | 1268.1895 |
|---|---|
| Coefficient of variation (CV) | 0.45683434 |
| Kurtosis | -1.2156178 |
| Mean | 2776.0379 |
| Median Absolute Deviation (MAD) | 1107 |
| Skewness | -0.0039412232 |
| Sum | 33215294 |
| Variance | 1608304.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1188 | 9 | 0.1% |
| 943 | 9 | 0.1% |
| 2845 | 8 | 0.1% |
| 1204 | 8 | 0.1% |
| 4689 | 8 | 0.1% |
| 3969 | 8 | 0.1% |
| 2867 | 8 | 0.1% |
| 3889 | 8 | 0.1% |
| 1774 | 8 | 0.1% |
| 1937 | 8 | 0.1% |
| Other values (4124) | 11883 |
| Value | Count | Frequency (%) |
| 570 | 3 | |
| 571 | 1 | < 0.1% |
| 572 | 3 | |
| 573 | 1 | < 0.1% |
| 574 | 4 | |
| 577 | 2 | < 0.1% |
| 578 | 3 | |
| 579 | 1 | < 0.1% |
| 580 | 5 | |
| 581 | 3 |
| Value | Count | Frequency (%) |
| 4952 | 5 | |
| 4951 | 3 | |
| 4950 | 3 | |
| 4949 | 6 | |
| 4948 | 3 | |
| 4947 | 2 | < 0.1% |
| 4946 | 3 | |
| 4945 | 1 | < 0.1% |
| 4944 | 3 | |
| 4943 | 4 |
Price_in_Lakhs
Real number (ℝ)
High correlation
| Distinct | 10601 |
|---|---|
| Distinct (%) | 88.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 254.57923 |
| Minimum | 14.73 |
|---|---|
| Maximum | 494.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 14.73 |
|---|---|
| 5-th percentile | 39.004 |
| Q1 | 135.34 |
| median | 255.51 |
| Q3 | 374.18 |
| 95-th percentile | 469.5 |
| Maximum | 494.67 |
| Range | 479.94 |
| Interquartile range (IQR) | 238.84 |
Descriptive statistics
| Standard deviation | 138.60735 |
|---|---|
| Coefficient of variation (CV) | 0.54445663 |
| Kurtosis | -1.209462 |
| Mean | 254.57923 |
| Median Absolute Deviation (MAD) | 119.38 |
| Skewness | -0.0015851415 |
| Sum | 3046040.4 |
| Variance | 19211.997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 321.78 | 4 | < 0.1% |
| 53.92 | 4 | < 0.1% |
| 39.18 | 4 | < 0.1% |
| 269.67 | 4 | < 0.1% |
| 456.47 | 4 | < 0.1% |
| 158.95 | 4 | < 0.1% |
| 461.88 | 3 | < 0.1% |
| 313.02 | 3 | < 0.1% |
| 155.97 | 3 | < 0.1% |
| 281.83 | 3 | < 0.1% |
| Other values (10591) | 11929 |
| Value | Count | Frequency (%) |
| 14.73 | 1 | |
| 14.76 | 1 | |
| 14.96 | 1 | |
| 14.98 | 1 | |
| 14.99 | 1 | |
| 15.01 | 1 | |
| 15.04 | 1 | |
| 15.09 | 1 | |
| 15.1 | 1 | |
| 15.13 | 1 |
| Value | Count | Frequency (%) |
| 494.67 | 1 | |
| 494.64 | 1 | |
| 494.59 | 1 | |
| 494.58 | 1 | |
| 494.57 | 1 | |
| 494.55 | 1 | |
| 494.53 | 2 | |
| 494.49 | 2 | |
| 494.42 | 1 | |
| 494.4 | 1 |
Furnished_Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| semi-furnished | |
|---|---|
| unfurnished | |
| furnished |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 11.351776 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | unfurnished |
|---|---|
| 2nd row | semi-furnished |
| 3rd row | semi-furnished |
| 4th row | furnished |
| 5th row | semi-furnished |
Common Values
| Value | Count | Frequency (%) |
| semi-furnished | 4021 | |
| unfurnished | 4017 | |
| furnished | 3927 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| semi-furnished | 4021 | |
| unfurnished | 4017 | |
| furnished | 3927 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 15986 | |
| e | 15986 | |
| i | 15986 | |
| n | 15982 | |
| u | 15982 | |
| h | 11965 | |
| f | 11965 | |
| d | 11965 | |
| r | 11965 | |
| m | 4021 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 135824 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 15986 | |
| e | 15986 | |
| i | 15986 | |
| n | 15982 | |
| u | 15982 | |
| h | 11965 | |
| f | 11965 | |
| d | 11965 | |
| r | 11965 | |
| m | 4021 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 135824 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 15986 | |
| e | 15986 | |
| i | 15986 | |
| n | 15982 | |
| u | 15982 | |
| h | 11965 | |
| f | 11965 | |
| d | 11965 | |
| r | 11965 | |
| m | 4021 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 135824 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 15986 | |
| e | 15986 | |
| i | 15986 | |
| n | 15982 | |
| u | 15982 | |
| h | 11965 | |
| f | 11965 | |
| d | 11965 | |
| r | 11965 | |
| m | 4021 | 3.0% |
Floor_No
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 5547 |
| Missing (%) | 46.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9619819 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 399 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 9 |
| Q3 | 15 |
| 95-th percentile | 24 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.4222029 |
|---|---|
| Coefficient of variation (CV) | 0.74505283 |
| Kurtosis | -0.60186077 |
| Mean | 9.9619819 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.57140685 |
| Sum | 63936 |
| Variance | 55.089095 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 0 | 399 | 3.3% |
| 2 | 396 | 3.3% |
| 1 | 394 | 3.3% |
| 3 | 368 | 3.1% |
| 4 | 350 | 2.9% |
| 5 | 325 | 2.7% |
| 6 | 313 | 2.6% |
| 7 | 307 | 2.6% |
| 8 | 298 | 2.5% |
| 9 | 291 | 2.4% |
| Other values (21) | 2977 | |
| (Missing) | 5547 |
| Value | Count | Frequency (%) |
| 0 | 399 | |
| 1 | 394 | |
| 2 | 396 | |
| 3 | 368 | |
| 4 | 350 | |
| 5 | 325 | |
| 6 | 313 | |
| 7 | 307 | |
| 8 | 298 | |
| 9 | 291 |
| Value | Count | Frequency (%) |
| 30 | 15 | 0.1% |
| 29 | 29 | 0.2% |
| 28 | 30 | 0.3% |
| 27 | 54 | |
| 26 | 60 | |
| 25 | 73 | |
| 24 | 96 | |
| 23 | 105 | |
| 22 | 126 | |
| 21 | 129 |
Total_Floors
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.363477 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.6698049 |
|---|---|
| Coefficient of variation (CV) | 0.56431269 |
| Kurtosis | -1.1988513 |
| Mean | 15.363477 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.019587479 |
| Sum | 183824 |
| Variance | 75.165516 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 15 | 451 | 3.8% |
| 14 | 434 | 3.6% |
| 1 | 427 | 3.6% |
| 25 | 424 | 3.5% |
| 2 | 422 | 3.5% |
| 6 | 416 | 3.5% |
| 13 | 413 | 3.5% |
| 8 | 409 | 3.4% |
| 19 | 408 | 3.4% |
| 16 | 408 | 3.4% |
| Other values (20) | 7753 |
| Value | Count | Frequency (%) |
| 1 | 427 | |
| 2 | 422 | |
| 3 | 389 | |
| 4 | 399 | |
| 5 | 404 | |
| 6 | 416 | |
| 7 | 392 | |
| 8 | 409 | |
| 9 | 389 | |
| 10 | 402 |
| Value | Count | Frequency (%) |
| 30 | 381 | |
| 29 | 407 | |
| 28 | 385 | |
| 27 | 394 | |
| 26 | 408 | |
| 25 | 424 | |
| 24 | 374 | |
| 23 | 374 | |
| 22 | 381 | |
| 21 | 369 |
Nearby_Schools
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4738822 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.874726 |
|---|---|
| Coefficient of variation (CV) | 0.52517133 |
| Kurtosis | -1.2271001 |
| Mean | 5.4738822 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.017590932 |
| Sum | 65495 |
| Variance | 8.2640495 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 4 | 1255 | |
| 2 | 1221 | |
| 7 | 1220 | |
| 1 | 1201 | |
| 9 | 1201 | |
| 3 | 1197 | |
| 10 | 1191 | |
| 5 | 1176 | |
| 6 | 1161 | |
| 8 | 1142 |
| Value | Count | Frequency (%) |
| 1 | 1201 | |
| 2 | 1221 | |
| 3 | 1197 | |
| 4 | 1255 | |
| 5 | 1176 | |
| 6 | 1161 | |
| 7 | 1220 | |
| 8 | 1142 | |
| 9 | 1201 | |
| 10 | 1191 |
| Value | Count | Frequency (%) |
| 10 | 1191 | |
| 9 | 1201 | |
| 8 | 1142 | |
| 7 | 1220 | |
| 6 | 1161 | |
| 5 | 1176 | |
| 4 | 1255 | |
| 3 | 1197 | |
| 2 | 1221 | |
| 1 | 1201 |
Nearby_Hospitals
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4790639 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8802003 |
|---|---|
| Coefficient of variation (CV) | 0.52567379 |
| Kurtosis | -1.2326936 |
| Mean | 5.4790639 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.021119448 |
| Sum | 65557 |
| Variance | 8.2955538 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2 | 1239 | |
| 3 | 1230 | |
| 10 | 1222 | |
| 4 | 1214 | |
| 7 | 1183 | |
| 1 | 1183 | |
| 9 | 1178 | |
| 5 | 1177 | |
| 6 | 1175 | |
| 8 | 1164 |
| Value | Count | Frequency (%) |
| 1 | 1183 | |
| 2 | 1239 | |
| 3 | 1230 | |
| 4 | 1214 | |
| 5 | 1177 | |
| 6 | 1175 | |
| 7 | 1183 | |
| 8 | 1164 | |
| 9 | 1178 | |
| 10 | 1222 |
| Value | Count | Frequency (%) |
| 10 | 1222 | |
| 9 | 1178 | |
| 8 | 1164 | |
| 7 | 1183 | |
| 6 | 1175 | |
| 5 | 1177 | |
| 4 | 1214 | |
| 3 | 1230 | |
| 2 | 1239 | |
| 1 | 1183 |
Public_Transport_Accessibility
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| medium | |
|---|---|
| low | |
| high |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.3374008 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high |
|---|---|
| 2nd row | low |
| 3rd row | low |
| 4th row | low |
| 5th row | low |
Common Values
| Value | Count | Frequency (%) |
| medium | 4028 | |
| low | 4019 | |
| high | 3918 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 4028 | |
| low | 4019 | |
| high | 3918 |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 8056 | |
| i | 7946 | |
| h | 7836 | |
| e | 4028 | |
| u | 4028 | |
| d | 4028 | |
| l | 4019 | |
| o | 4019 | |
| w | 4019 | |
| g | 3918 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 51897 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 8056 | |
| i | 7946 | |
| h | 7836 | |
| e | 4028 | |
| u | 4028 | |
| d | 4028 | |
| l | 4019 | |
| o | 4019 | |
| w | 4019 | |
| g | 3918 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 51897 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 8056 | |
| i | 7946 | |
| h | 7836 | |
| e | 4028 | |
| u | 4028 | |
| d | 4028 | |
| l | 4019 | |
| o | 4019 | |
| w | 4019 | |
| g | 3918 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 51897 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 8056 | |
| i | 7946 | |
| h | 7836 | |
| e | 4028 | |
| u | 4028 | |
| d | 4028 | |
| l | 4019 | |
| o | 4019 | |
| w | 4019 | |
| g | 3918 |
Parking_Space
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 363.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 6058 | |
| True | 5907 |
Security
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 363.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6025 | |
| False | 5940 |
Amenities
Text
| Distinct | 325 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 40 |
|---|---|
| Median length | 26 |
| Mean length | 23.412537 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | gym |
|---|---|
| 2nd row | pool, playground, garden, gym |
| 3rd row | pool, gym |
| 4th row | pool |
| 5th row | clubhouse, playground |
| Value | Count | Frequency (%) |
| playground | 7283 | |
| garden | 7266 | |
| clubhouse | 7239 | |
| pool | 7218 | |
| gym | 7120 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 28958 | 10.3% |
| , | 24161 | 8.6% |
| 24161 | 8.6% | |
| u | 21761 | 7.8% |
| l | 21740 | 7.8% |
| g | 21669 | 7.7% |
| a | 14549 | 5.2% |
| n | 14549 | 5.2% |
| r | 14549 | 5.2% |
| d | 14549 | 5.2% |
| Other values (8) | 79485 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 280131 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 28958 | 10.3% |
| , | 24161 | 8.6% |
| 24161 | 8.6% | |
| u | 21761 | 7.8% |
| l | 21740 | 7.8% |
| g | 21669 | 7.7% |
| a | 14549 | 5.2% |
| n | 14549 | 5.2% |
| r | 14549 | 5.2% |
| d | 14549 | 5.2% |
| Other values (8) | 79485 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 280131 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 28958 | 10.3% |
| , | 24161 | 8.6% |
| 24161 | 8.6% | |
| u | 21761 | 7.8% |
| l | 21740 | 7.8% |
| g | 21669 | 7.7% |
| a | 14549 | 5.2% |
| n | 14549 | 5.2% |
| r | 14549 | 5.2% |
| d | 14549 | 5.2% |
| Other values (8) | 79485 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 280131 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 28958 | 10.3% |
| , | 24161 | 8.6% |
| 24161 | 8.6% | |
| u | 21761 | 7.8% |
| l | 21740 | 7.8% |
| g | 21669 | 7.7% |
| a | 14549 | 5.2% |
| n | 14549 | 5.2% |
| r | 14549 | 5.2% |
| d | 14549 | 5.2% |
| Other values (8) | 79485 |
Facing
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| west | |
|---|---|
| east | |
| north | |
| south |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.495445 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | east |
|---|---|
| 2nd row | south |
| 3rd row | east |
| 4th row | east |
| 5th row | west |
Common Values
| Value | Count | Frequency (%) |
| west | 3057 | |
| east | 2980 | |
| north | 2972 | |
| south | 2956 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| west | 3057 | |
| east | 2980 | |
| north | 2972 | |
| south | 2956 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 11965 | |
| s | 8993 | |
| e | 6037 | |
| h | 5928 | |
| o | 5928 | |
| w | 3057 | 5.7% |
| a | 2980 | 5.5% |
| n | 2972 | 5.5% |
| r | 2972 | 5.5% |
| u | 2956 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 53788 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 11965 | |
| s | 8993 | |
| e | 6037 | |
| h | 5928 | |
| o | 5928 | |
| w | 3057 | 5.7% |
| a | 2980 | 5.5% |
| n | 2972 | 5.5% |
| r | 2972 | 5.5% |
| u | 2956 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 53788 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 11965 | |
| s | 8993 | |
| e | 6037 | |
| h | 5928 | |
| o | 5928 | |
| w | 3057 | 5.7% |
| a | 2980 | 5.5% |
| n | 2972 | 5.5% |
| r | 2972 | 5.5% |
| u | 2956 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 53788 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 11965 | |
| s | 8993 | |
| e | 6037 | |
| h | 5928 | |
| o | 5928 | |
| w | 3057 | 5.7% |
| a | 2980 | 5.5% |
| n | 2972 | 5.5% |
| r | 2972 | 5.5% |
| u | 2956 | 5.5% |
Owner_Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| owner | |
|---|---|
| builder | |
| broker |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.9906394 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | owner |
|---|---|
| 2nd row | owner |
| 3rd row | broker |
| 4th row | builder |
| 5th row | broker |
Common Values
| Value | Count | Frequency (%) |
| owner | 4091 | |
| builder | 3979 | |
| broker | 3895 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| owner | 4091 | |
| builder | 3979 | |
| broker | 3895 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 15860 | |
| e | 11965 | |
| o | 7986 | |
| b | 7874 | |
| w | 4091 | 5.7% |
| n | 4091 | 5.7% |
| u | 3979 | 5.6% |
| i | 3979 | 5.6% |
| l | 3979 | 5.6% |
| d | 3979 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 71678 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 15860 | |
| e | 11965 | |
| o | 7986 | |
| b | 7874 | |
| w | 4091 | 5.7% |
| n | 4091 | 5.7% |
| u | 3979 | 5.6% |
| i | 3979 | 5.6% |
| l | 3979 | 5.6% |
| d | 3979 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 71678 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 15860 | |
| e | 11965 | |
| o | 7986 | |
| b | 7874 | |
| w | 4091 | 5.7% |
| n | 4091 | 5.7% |
| u | 3979 | 5.6% |
| i | 3979 | 5.6% |
| l | 3979 | 5.6% |
| d | 3979 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 71678 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 15860 | |
| e | 11965 | |
| o | 7986 | |
| b | 7874 | |
| w | 4091 | 5.7% |
| n | 4091 | 5.7% |
| u | 3979 | 5.6% |
| i | 3979 | 5.6% |
| l | 3979 | 5.6% |
| d | 3979 | 5.6% |
Availability_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| under_construction | |
|---|---|
| ready_to_move |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 15.549519 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | under_construction |
|---|---|
| 2nd row | under_construction |
| 3rd row | ready_to_move |
| 4th row | ready_to_move |
| 5th row | ready_to_move |
Common Values
| Value | Count | Frequency (%) |
| under_construction | 6101 | |
| ready_to_move | 5864 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| under_construction | 6101 | |
| ready_to_move | 5864 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 23930 | |
| n | 18303 | |
| r | 18066 | |
| t | 18066 | |
| e | 17829 | |
| _ | 17829 | |
| u | 12202 | |
| c | 12202 | |
| d | 11965 | |
| s | 6101 | 3.3% |
| Other values (5) | 29557 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186050 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 23930 | |
| n | 18303 | |
| r | 18066 | |
| t | 18066 | |
| e | 17829 | |
| _ | 17829 | |
| u | 12202 | |
| c | 12202 | |
| d | 11965 | |
| s | 6101 | 3.3% |
| Other values (5) | 29557 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186050 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 23930 | |
| n | 18303 | |
| r | 18066 | |
| t | 18066 | |
| e | 17829 | |
| _ | 17829 | |
| u | 12202 | |
| c | 12202 | |
| d | 11965 | |
| s | 6101 | 3.3% |
| Other values (5) | 29557 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186050 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 23930 | |
| n | 18303 | |
| r | 18066 | |
| t | 18066 | |
| e | 17829 | |
| _ | 17829 | |
| u | 12202 | |
| c | 12202 | |
| d | 11965 | |
| s | 6101 | 3.3% |
| Other values (5) | 29557 |
PTA_level
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4028 | |
| 0 | 4019 | |
| 2 | 3918 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4028 | |
| 0 | 4019 | |
| 2 | 3918 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4028 | |
| 0 | 4019 | |
| 2 | 3918 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4028 | |
| 0 | 4019 | |
| 2 | 3918 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4028 | |
| 0 | 4019 | |
| 2 | 3918 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4028 | |
| 0 | 4019 | |
| 2 | 3918 |
Parking_Space_bin
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6058 | |
| 1 | 5907 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6058 | |
| 1 | 5907 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6058 | |
| 1 | 5907 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6058 | |
| 1 | 5907 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6058 | |
| 1 | 5907 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6058 | |
| 1 | 5907 |
Security_bin
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6025 | |
| 0 | 5940 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6025 | |
| 0 | 5940 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6025 | |
| 0 | 5940 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6025 | |
| 0 | 5940 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6025 | |
| 0 | 5940 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6025 | |
| 0 | 5940 |
pps_rupees
Real number (ℝ)
High correlation
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12339.49 |
| Minimum | 0 |
|---|---|
| Maximum | 66000 |
| Zeros | 65 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 5000 |
| median | 9000 |
| Q3 | 16000 |
| 95-th percentile | 37000 |
| Maximum | 66000 |
| Range | 66000 |
| Interquartile range (IQR) | 11000 |
Descriptive statistics
| Standard deviation | 11184.283 |
|---|---|
| Coefficient of variation (CV) | 0.90638127 |
| Kurtosis | 4.1538553 |
| Mean | 12339.49 |
| Median Absolute Deviation (MAD) | 5000 |
| Skewness | 1.9123057 |
| Sum | 1.47642 × 108 |
| Variance | 1.2508818 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5000 | 715 | 6.0% |
| 10000 | 709 | 5.9% |
| 9000 | 701 | 5.9% |
| 2000 | 692 | 5.8% |
| 4000 | 684 | 5.7% |
| 7000 | 677 | 5.7% |
| 8000 | 675 | 5.6% |
| 3000 | 671 | 5.6% |
| 6000 | 668 | 5.6% |
| 11000 | 631 | 5.3% |
| Other values (57) | 5142 |
| Value | Count | Frequency (%) |
| 0 | 65 | 0.5% |
| 1000 | 604 | |
| 2000 | 692 | |
| 3000 | 671 | |
| 4000 | 684 | |
| 5000 | 715 | |
| 6000 | 668 | |
| 7000 | 677 | |
| 8000 | 675 | |
| 9000 | 701 |
| Value | Count | Frequency (%) |
| 66000 | 10 | |
| 65000 | 11 | |
| 64000 | 6 | 0.1% |
| 63000 | 10 | |
| 62000 | 10 | |
| 61000 | 6 | 0.1% |
| 60000 | 6 | 0.1% |
| 59000 | 14 | |
| 58000 | 16 | |
| 57000 | 8 |
age_years
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.511659 |
| Minimum | 2 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 19 |
| Q3 | 27 |
| 95-th percentile | 34 |
| Maximum | 35 |
| Range | 33 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 9.7274528 |
|---|---|
| Coefficient of variation (CV) | 0.5254771 |
| Kurtosis | -1.1904787 |
| Mean | 18.511659 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.0047020932 |
| Sum | 221492 |
| Variance | 94.623339 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 15 | 389 | 3.3% |
| 11 | 381 | 3.2% |
| 12 | 375 | 3.1% |
| 25 | 373 | 3.1% |
| 24 | 371 | 3.1% |
| 30 | 369 | 3.1% |
| 21 | 369 | 3.1% |
| 20 | 361 | 3.0% |
| 8 | 360 | 3.0% |
| 10 | 360 | 3.0% |
| Other values (24) | 8257 |
| Value | Count | Frequency (%) |
| 2 | 350 | |
| 3 | 347 | |
| 4 | 331 | |
| 5 | 334 | |
| 6 | 333 | |
| 7 | 342 | |
| 8 | 360 | |
| 9 | 342 | |
| 10 | 360 | |
| 11 | 381 |
| Value | Count | Frequency (%) |
| 35 | 317 | |
| 34 | 332 | |
| 33 | 353 | |
| 32 | 356 | |
| 31 | 358 | |
| 30 | 369 | |
| 29 | 348 | |
| 28 | 355 | |
| 27 | 357 | |
| 26 | 342 |
floor_ratio
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 279 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 5547 |
| Missing (%) | 46.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50142526 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 399 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 445.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.23076923 |
| median | 0.5 |
| Q3 | 0.76923077 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.53846154 |
Descriptive statistics
| Standard deviation | 0.30950555 |
|---|---|
| Coefficient of variation (CV) | 0.6172516 |
| Kurtosis | -1.2071518 |
| Mean | 0.50142526 |
| Median Absolute Deviation (MAD) | 0.26923077 |
| Skewness | -0.01984892 |
| Sum | 3218.1473 |
| Variance | 0.095793683 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 418 | 3.5% |
| 0 | 399 | 3.3% |
| 0.5 | 209 | 1.7% |
| 0.3333333333 | 127 | 1.1% |
| 0.6666666667 | 118 | 1.0% |
| 0.75 | 94 | 0.8% |
| 0.6 | 88 | 0.7% |
| 0.25 | 84 | 0.7% |
| 0.8 | 81 | 0.7% |
| 0.2 | 77 | 0.6% |
| Other values (269) | 4723 | |
| (Missing) | 5547 |
| Value | Count | Frequency (%) |
| 0 | 399 | |
| 0.03333333333 | 23 | 0.2% |
| 0.03448275862 | 9 | 0.1% |
| 0.03571428571 | 11 | 0.1% |
| 0.03703703704 | 13 | 0.1% |
| 0.03846153846 | 17 | 0.1% |
| 0.04 | 14 | 0.1% |
| 0.04166666667 | 12 | 0.1% |
| 0.04347826087 | 16 | 0.1% |
| 0.04545454545 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 418 | |
| 0.9666666667 | 11 | 0.1% |
| 0.9655172414 | 9 | 0.1% |
| 0.9642857143 | 12 | 0.1% |
| 0.962962963 | 11 | 0.1% |
| 0.9615384615 | 7 | 0.1% |
| 0.96 | 11 | 0.1% |
| 0.9583333333 | 12 | 0.1% |
| 0.9565217391 | 15 | 0.1% |
| 0.9545454545 | 16 | 0.1% |
is_ground
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | 399 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 11566 | |
| 1.0 | 399 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 11566 | |
| 1.0 | 399 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23531 | |
| . | 11965 | |
| 1 | 399 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23531 | |
| . | 11965 | |
| 1 | 399 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23531 | |
| . | 11965 | |
| 1 | 399 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23531 | |
| . | 11965 | |
| 1 | 399 | 1.1% |
is_top
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | 418 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 11547 | |
| 1.0 | 418 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 11547 | |
| 1.0 | 418 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23512 | |
| . | 11965 | |
| 1 | 418 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23512 | |
| . | 11965 | |
| 1 | 418 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23512 | |
| . | 11965 | |
| 1 | 418 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23512 | |
| . | 11965 | |
| 1 | 418 | 1.2% |
amenity_pool
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7218 | |
| 0.0 | 4747 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 7218 | |
| 0.0 | 4747 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16712 | |
| . | 11965 | |
| 1 | 7218 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16712 | |
| . | 11965 | |
| 1 | 7218 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16712 | |
| . | 11965 | |
| 1 | 7218 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16712 | |
| . | 11965 | |
| 1 | 7218 |
amenity_garden
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7266 | |
| 0.0 | 4699 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 7266 | |
| 0.0 | 4699 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16664 | |
| . | 11965 | |
| 1 | 7266 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16664 | |
| . | 11965 | |
| 1 | 7266 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16664 | |
| . | 11965 | |
| 1 | 7266 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16664 | |
| . | 11965 | |
| 1 | 7266 |
amenity_gym
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7120 | |
| 0.0 | 4845 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 7120 | |
| 0.0 | 4845 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16810 | |
| . | 11965 | |
| 1 | 7120 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16810 | |
| . | 11965 | |
| 1 | 7120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16810 | |
| . | 11965 | |
| 1 | 7120 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16810 | |
| . | 11965 | |
| 1 | 7120 |
amenity_playground
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7283 | |
| 0.0 | 4682 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 7283 | |
| 0.0 | 4682 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16647 | |
| . | 11965 | |
| 1 | 7283 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16647 | |
| . | 11965 | |
| 1 | 7283 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16647 | |
| . | 11965 | |
| 1 | 7283 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16647 | |
| . | 11965 | |
| 1 | 7283 |
amenity_clubhouse
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7239 | |
| 0.0 | 4726 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 7239 | |
| 0.0 | 4726 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16691 | |
| . | 11965 | |
| 1 | 7239 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16691 | |
| . | 11965 | |
| 1 | 7239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16691 | |
| . | 11965 | |
| 1 | 7239 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16691 | |
| . | 11965 | |
| 1 | 7239 |
amenities_count
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| 5.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 | |
| 3.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 2.0 |
| 4th row | 1.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 5.0 | 2484 | |
| 4.0 | 2401 | |
| 2.0 | 2388 | |
| 1.0 | 2375 | |
| 3.0 | 2317 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5.0 | 2484 | |
| 4.0 | 2401 | |
| 2.0 | 2388 | |
| 1.0 | 2375 | |
| 3.0 | 2317 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 11965 | |
| 0 | 11965 | |
| 5 | 2484 | 6.9% |
| 4 | 2401 | 6.7% |
| 2 | 2388 | 6.7% |
| 1 | 2375 | 6.6% |
| 3 | 2317 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 11965 | |
| 0 | 11965 | |
| 5 | 2484 | 6.9% |
| 4 | 2401 | 6.7% |
| 2 | 2388 | 6.7% |
| 1 | 2375 | 6.6% |
| 3 | 2317 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 11965 | |
| 0 | 11965 | |
| 5 | 2484 | 6.9% |
| 4 | 2401 | 6.7% |
| 2 | 2388 | 6.7% |
| 1 | 2375 | 6.6% |
| 3 | 2317 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 11965 | |
| 0 | 11965 | |
| 5 | 2484 | 6.9% |
| 4 | 2401 | 6.7% |
| 2 | 2388 | 6.7% |
| 1 | 2375 | 6.6% |
| 3 | 2317 | 6.5% |
Interactions
Correlations
| Availability_Status | BHK | City | Facing | Floor_No | Furnished_Status | Nearby_Hospitals | Nearby_Schools | Owner_Type | PTA_level | Parking_Space | Parking_Space_bin | Price_in_Lakhs | Property_Type | Public_Transport_Accessibility | Security | Security_bin | Size_in_SqFt | Total_Floors | age_years | amenities_count | amenity_clubhouse | amenity_garden | amenity_gym | amenity_playground | amenity_pool | floor_ratio | is_ground | is_top | pps_rupees | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Availability_Status | 1.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.018 | 0.000 | 0.003 | 0.003 | 0.022 | 0.000 | 0.000 | 0.015 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.011 | 0.000 |
| BHK | 0.000 | 1.000 | 0.015 | 0.012 | 0.000 | 0.005 | 0.009 | 0.012 | 0.008 | 0.010 | 0.000 | 0.000 | 0.000 | 0.016 | 0.010 | 0.019 | 0.019 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.018 | 0.000 |
| City | 0.020 | 0.015 | 1.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.029 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.007 | 0.014 | 0.000 | 0.000 | 0.019 | 0.020 | 0.014 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 |
| Facing | 0.000 | 0.012 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.008 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 |
| Floor_No | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.010 | -0.006 | -0.002 | 0.000 | 0.010 | 0.000 | 0.000 | -0.019 | 0.000 | 0.010 | 0.028 | 0.028 | -0.025 | 0.465 | -0.016 | 0.018 | 0.025 | 0.026 | 0.000 | 0.000 | 0.000 | 0.820 | 0.453 | 0.307 | -0.002 |
| Furnished_Status | 0.000 | 0.005 | 0.000 | 0.000 | 0.010 | 1.000 | 0.000 | 0.005 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.013 | 0.009 | 0.000 | 0.000 | 0.000 | 0.002 | 0.003 | 0.000 | 0.000 | 0.014 |
| Nearby_Hospitals | 0.000 | 0.009 | 0.015 | 0.000 | -0.006 | 0.000 | 1.000 | -0.006 | 0.000 | 0.017 | 0.000 | 0.000 | -0.007 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.006 | 0.003 | 0.015 | 0.014 | 0.000 | 0.007 | 0.000 | 0.000 | -0.013 | 0.021 | 0.000 | -0.007 |
| Nearby_Schools | 0.031 | 0.012 | 0.029 | 0.000 | -0.002 | 0.005 | -0.006 | 1.000 | 0.011 | 0.021 | 0.000 | 0.000 | 0.001 | 0.004 | 0.021 | 0.000 | 0.000 | 0.006 | -0.003 | 0.004 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.017 | 0.003 | 0.000 | 0.000 | -0.003 |
| Owner_Type | 0.018 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 1.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.016 | 0.020 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.012 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 |
| PTA_level | 0.000 | 0.010 | 0.014 | 0.000 | 0.010 | 0.013 | 0.017 | 0.021 | 0.020 | 1.000 | 0.009 | 0.009 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Parking_Space | 0.003 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 1.000 | 1.000 | 0.017 | 0.000 | 0.009 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 |
| Parking_Space_bin | 0.003 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 1.000 | 1.000 | 0.017 | 0.000 | 0.009 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 |
| Price_in_Lakhs | 0.022 | 0.000 | 0.000 | 0.000 | -0.019 | 0.000 | -0.007 | 0.001 | 0.000 | 0.000 | 0.017 | 0.017 | 1.000 | 0.000 | 0.000 | 0.017 | 0.017 | 0.019 | -0.013 | -0.003 | 0.000 | 0.000 | 0.010 | 0.000 | 0.027 | 0.000 | 0.000 | 0.008 | 0.000 | 0.748 |
| Property_Type | 0.000 | 0.016 | 0.007 | 0.013 | 0.000 | 0.000 | 0.000 | 0.004 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.033 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Public_Transport_Accessibility | 0.000 | 0.010 | 0.014 | 0.000 | 0.010 | 0.013 | 0.017 | 0.021 | 0.020 | 1.000 | 0.009 | 0.009 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Security | 0.015 | 0.019 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.027 | 0.016 | 0.000 | 0.022 | 0.016 | 0.000 | 0.000 | 0.000 | 0.006 | 0.004 | 0.019 |
| Security_bin | 0.015 | 0.019 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.027 | 0.016 | 0.000 | 0.022 | 0.016 | 0.000 | 0.000 | 0.000 | 0.006 | 0.004 | 0.019 |
| Size_in_SqFt | 0.000 | 0.000 | 0.019 | 0.000 | -0.025 | 0.000 | 0.000 | 0.006 | 0.016 | 0.015 | 0.004 | 0.004 | 0.019 | 0.000 | 0.015 | 0.000 | 0.000 | 1.000 | -0.010 | 0.012 | 0.010 | 0.023 | 0.000 | 0.000 | 0.000 | 0.010 | -0.016 | 0.014 | 0.030 | -0.587 |
| Total_Floors | 0.000 | 0.011 | 0.020 | 0.000 | 0.465 | 0.020 | 0.006 | -0.003 | 0.000 | 0.000 | 0.000 | 0.000 | -0.013 | 0.000 | 0.000 | 0.000 | 0.000 | -0.010 | 1.000 | -0.013 | 0.009 | 0.011 | 0.031 | 0.008 | 0.000 | 0.017 | -0.004 | 0.000 | 0.000 | -0.006 |
| age_years | 0.000 | 0.000 | 0.014 | 0.000 | -0.016 | 0.000 | 0.003 | 0.004 | 0.000 | 0.010 | 0.000 | 0.000 | -0.003 | 0.000 | 0.010 | 0.027 | 0.027 | 0.012 | -0.013 | 1.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.008 | -0.002 | 0.007 | 0.000 | -0.010 |
| amenities_count | 0.000 | 0.000 | 0.005 | 0.000 | 0.018 | 0.013 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.016 | 0.016 | 0.010 | 0.009 | 0.000 | 1.000 | 0.582 | 0.570 | 0.589 | 0.581 | 0.586 | 0.010 | 0.000 | 0.005 | 0.000 |
| amenity_clubhouse | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.009 | 0.014 | 0.008 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.011 | 0.000 | 0.582 | 1.000 | 0.154 | 0.180 | 0.173 | 0.186 | 0.000 | 0.000 | 0.000 | 0.018 |
| amenity_garden | 0.000 | 0.023 | 0.000 | 0.007 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.014 | 0.010 | 0.033 | 0.000 | 0.022 | 0.022 | 0.000 | 0.031 | 0.019 | 0.570 | 0.154 | 1.000 | 0.177 | 0.173 | 0.154 | 0.010 | 0.000 | 0.000 | 0.000 |
| amenity_gym | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.016 | 0.000 | 0.008 | 0.000 | 0.589 | 0.180 | 0.177 | 1.000 | 0.167 | 0.184 | 0.029 | 0.000 | 0.021 | 0.029 |
| amenity_playground | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.027 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.581 | 0.173 | 0.173 | 0.167 | 1.000 | 0.178 | 0.000 | 0.000 | 0.000 | 0.000 |
| amenity_pool | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.017 | 0.008 | 0.586 | 0.186 | 0.154 | 0.184 | 0.178 | 1.000 | 0.000 | 0.000 | 0.000 | 0.023 |
| floor_ratio | 0.000 | 0.000 | 0.000 | 0.014 | 0.820 | 0.003 | -0.013 | 0.003 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.016 | -0.004 | -0.002 | 0.010 | 0.000 | 0.010 | 0.029 | 0.000 | 0.000 | 1.000 | 0.662 | 0.707 | 0.007 |
| is_ground | 0.008 | 0.000 | 0.000 | 0.000 | 0.453 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.006 | 0.006 | 0.014 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.662 | 1.000 | 0.033 | 0.000 |
| is_top | 0.011 | 0.018 | 0.000 | 0.000 | 0.307 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.004 | 0.030 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.707 | 0.033 | 1.000 | 0.000 |
| pps_rupees | 0.000 | 0.000 | 0.019 | 0.000 | -0.002 | 0.014 | -0.007 | -0.003 | 0.000 | 0.000 | 0.029 | 0.029 | 0.748 | 0.000 | 0.000 | 0.019 | 0.019 | -0.587 | -0.006 | -0.010 | 0.000 | 0.018 | 0.000 | 0.029 | 0.000 | 0.023 | 0.007 | 0.000 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| City | Locality | Property_Type | BHK | Size_in_SqFt | Price_in_Lakhs | Furnished_Status | Floor_No | Total_Floors | Nearby_Schools | Nearby_Hospitals | Public_Transport_Accessibility | Parking_Space | Security | Amenities | Facing | Owner_Type | Availability_Status | PTA_level | Parking_Space_bin | Security_bin | pps_rupees | age_years | floor_ratio | is_ground | is_top | amenity_pool | amenity_garden | amenity_gym | amenity_playground | amenity_clubhouse | amenities_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ahmedabad | locality_164 | independent house | 2 | 4793 | 77.02 | unfurnished | 2.0 | 5.0 | 1 | 7 | high | no | no | gym | east | owner | under_construction | 2 | 0 | 0 | 2000.0 | 12.0 | 0.400000 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 1 | ahmedabad | locality_494 | apartment | 4 | 4003 | 311.90 | semi-furnished | NaN | 11.0 | 1 | 2 | low | no | no | pool, playground, garden, gym | south | owner | under_construction | 0 | 0 | 0 | 8000.0 | 15.0 | NaN | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 4.0 |
| 2 | ahmedabad | locality_330 | independent house | 5 | 2203 | 33.56 | semi-furnished | NaN | 12.0 | 1 | 10 | low | yes | yes | pool, gym | east | broker | ready_to_move | 0 | 1 | 1 | 2000.0 | 15.0 | NaN | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2.0 |
| 3 | ahmedabad | locality_175 | apartment | 1 | 2277 | 305.84 | furnished | NaN | 13.0 | 1 | 10 | low | yes | yes | pool | east | builder | ready_to_move | 0 | 1 | 1 | 13000.0 | 31.0 | NaN | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 4 | ahmedabad | locality_221 | apartment | 4 | 1743 | 108.43 | semi-furnished | NaN | 3.0 | 2 | 6 | low | no | no | clubhouse, playground | west | broker | ready_to_move | 0 | 0 | 0 | 6000.0 | 15.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 2.0 |
| 5 | ahmedabad | locality_490 | apartment | 1 | 3437 | 266.57 | furnished | NaN | 20.0 | 3 | 8 | high | no | no | clubhouse, playground, garden, pool | west | owner | ready_to_move | 2 | 0 | 0 | 8000.0 | 9.0 | NaN | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 4.0 |
| 6 | ahmedabad | locality_373 | independent house | 2 | 1762 | 399.04 | semi-furnished | NaN | 2.0 | 3 | 7 | high | yes | yes | garden, playground | west | broker | under_construction | 2 | 1 | 1 | 23000.0 | 2.0 | NaN | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 2.0 |
| 8 | ahmedabad | locality_243 | apartment | 5 | 4915 | 159.78 | furnished | 6.0 | 19.0 | 5 | 10 | high | yes | no | garden, gym, playground, pool | north | builder | under_construction | 2 | 1 | 0 | 3000.0 | 20.0 | 0.315789 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 4.0 |
| 9 | ahmedabad | locality_373 | independent house | 4 | 2506 | 406.86 | furnished | NaN | 14.0 | 3 | 8 | medium | yes | no | pool, clubhouse, gym, playground | south | broker | under_construction | 1 | 1 | 0 | 16000.0 | 15.0 | NaN | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 1.0 | 4.0 |
| 10 | ahmedabad | locality_355 | villa | 4 | 2825 | 194.45 | furnished | NaN | 12.0 | 5 | 3 | high | no | yes | garden | north | broker | ready_to_move | 2 | 0 | 1 | 7000.0 | 18.0 | NaN | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| City | Locality | Property_Type | BHK | Size_in_SqFt | Price_in_Lakhs | Furnished_Status | Floor_No | Total_Floors | Nearby_Schools | Nearby_Hospitals | Public_Transport_Accessibility | Parking_Space | Security | Amenities | Facing | Owner_Type | Availability_Status | PTA_level | Parking_Space_bin | Security_bin | pps_rupees | age_years | floor_ratio | is_ground | is_top | amenity_pool | amenity_garden | amenity_gym | amenity_playground | amenity_clubhouse | amenities_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12568 | surat | locality_195 | villa | 3 | 2734 | 67.28 | furnished | 7.0 | 17.0 | 10 | 9 | low | no | no | playground, clubhouse | east | builder | under_construction | 0 | 0 | 0 | 2000.0 | 34.0 | 0.411765 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 2.0 |
| 12569 | surat | locality_288 | apartment | 2 | 2082 | 408.52 | unfurnished | 8.0 | 28.0 | 8 | 2 | medium | no | yes | playground, garden | east | builder | under_construction | 1 | 0 | 1 | 20000.0 | 13.0 | 0.285714 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 2.0 |
| 12570 | surat | locality_34 | apartment | 2 | 676 | 216.10 | unfurnished | NaN | 15.0 | 10 | 1 | low | yes | no | pool, clubhouse | east | builder | under_construction | 0 | 1 | 0 | 32000.0 | 26.0 | NaN | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2.0 |
| 12571 | surat | locality_263 | independent house | 5 | 2289 | 473.24 | semi-furnished | NaN | 5.0 | 3 | 6 | medium | no | yes | garden, gym | east | broker | under_construction | 1 | 0 | 1 | 21000.0 | 8.0 | NaN | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 2.0 |
| 12572 | surat | locality_55 | independent house | 2 | 3033 | 488.24 | furnished | 18.0 | 25.0 | 6 | 7 | medium | yes | yes | pool, garden, clubhouse | south | builder | ready_to_move | 1 | 1 | 1 | 16000.0 | 28.0 | 0.720000 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 3.0 |
| 12573 | surat | locality_129 | apartment | 4 | 4476 | 29.35 | furnished | NaN | 9.0 | 3 | 4 | low | yes | yes | playground, pool, gym | east | builder | ready_to_move | 0 | 1 | 1 | 1000.0 | 28.0 | NaN | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 3.0 |
| 12574 | surat | locality_111 | independent house | 5 | 2947 | 410.00 | furnished | NaN | 24.0 | 5 | 3 | medium | yes | no | garden, gym, pool | south | broker | under_construction | 1 | 1 | 0 | 14000.0 | 18.0 | NaN | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 3.0 |
| 12575 | surat | locality_418 | independent house | 3 | 3757 | 470.63 | semi-furnished | 11.0 | 23.0 | 6 | 2 | high | yes | yes | gym | south | builder | under_construction | 2 | 1 | 1 | 13000.0 | 7.0 | 0.478261 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 12576 | surat | locality_169 | villa | 1 | 2318 | 234.83 | furnished | NaN | 16.0 | 9 | 6 | high | yes | yes | gym | east | owner | under_construction | 2 | 1 | 1 | 10000.0 | 28.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 12577 | surat | locality_200 | villa | 2 | 3491 | 146.89 | unfurnished | NaN | 4.0 | 5 | 9 | low | no | yes | gym, garden | east | owner | under_construction | 0 | 0 | 1 | 4000.0 | 21.0 | NaN | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 2.0 |